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28ad830befc1be863f3b1fca178c8000c3626110
california-equity-git/01_analyzer.ipynb
dadams 28ad830bef making some progress
2025-04-09 21:40:29 -07:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"id": "9f7e7920",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:cci_analyzer:Initialized with data path: data/cci_programs_data_reduced.csv\n",
"INFO:cci_analyzer:Loading data from data/cci_programs_data_reduced.csv\n",
"INFO:cci_analyzer:Successfully loaded 141950 rows with 166 columns\n",
"INFO:cci_analyzer:Processing coordinates with special encoding handling\n",
"ERROR:cci_analyzer:Error cleaning data: Can only use .str accessor with string values!\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data loaded successfully!\n",
"\n",
"Agencies involved in CCI projects:\n",
" California Air Resources Board: 121058 projects\n",
" California Department of Community Services and Development: 6468 projects\n",
" California Department of Water Resources: 5111 projects\n",
" California Department of Forestry and Fire Protection: 2348 projects\n",
" California Department of Food and Agriculture: 1688 projects\n",
" California Strategic Growth Council: 1280 projects\n",
" California Department of Transportation: 1006 projects\n",
" California Conservation Corps: 766 projects\n",
" California Department of Resources Recycling and Recovery: 732 projects\n",
" California State Transportation Agency: 245 projects\n",
"\n",
"Total CCI funding: $97,024,722,630.00\n",
"Average project funding: $694,124.50\n",
"\n",
"Total GHG reductions: 2,423,839,316.50 tons\n",
"Average GHG reduction per project: 17,267.13 tons\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:cci_analyzer:Visualization saved to output/cci_overview.png\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from pathlib import Path\n",
"import logging\n",
"import warnings\n",
"\n",
"# Configure basic logging\n",
"logging.basicConfig(level=logging.INFO, \n",
" format='%(asctime)s - %(name)s - %(levelname)s - %(message)s')\n",
"logger = logging.getLogger(\"cci_analyzer\")\n",
"\n",
"# Suppress pandas warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"class CCIDataAnalyzer:\n",
" \"\"\"Simplified analyzer for California Climate Investments data.\"\"\"\n",
" \n",
" def __init__(self, data_path, output_path=\"./output\"):\n",
" self.data_path = Path(data_path)\n",
" self.output_path = Path(output_path)\n",
" self.output_path.mkdir(parents=True, exist_ok=True)\n",
" self.data = {}\n",
" \n",
" logger.info(f\"Initialized with data path: {self.data_path}\")\n",
" \n",
" def load_data(self):\n",
" \"\"\"Load CCI data with special handling for encoding issues.\"\"\"\n",
" try:\n",
" logger.info(f\"Loading data from {self.data_path}\")\n",
" \n",
" # Read as string to avoid conversion errors\n",
" df = pd.read_csv(self.data_path, dtype=str)\n",
" logger.info(f\"Successfully loaded {len(df)} rows with {len(df.columns)} columns\")\n",
" \n",
" # Clean and process the data\n",
" df = self._clean_data(df)\n",
" \n",
" # Store in data dictionary\n",
" self.data['cci_projects'] = df\n",
" \n",
" return True\n",
" \n",
" except Exception as e:\n",
" logger.error(f\"Error loading data: {e}\")\n",
" return False\n",
" \n",
" def _clean_data(self, df):\n",
" \"\"\"Clean and process the CCI data.\"\"\"\n",
" try:\n",
" # 1. Fix column names\n",
" df.columns = [col.strip().lower().replace(' ', '_') for col in df.columns]\n",
" \n",
" # 2. Handle the problematic lat_long column with LibreOffice encoding\n",
" if 'lat_long' in df.columns:\n",
" logger.info(\"Processing coordinates with special encoding handling\")\n",
" \n",
" # Function to clean LibreOffice encoding\n",
" def clean_libreoffice_encoding(text):\n",
" if pd.isna(text):\n",
" return text\n",
" \n",
" # Special LibreOffice character replacements\n",
" replacements = {\n",
" '+AC0-': '-', # Minus sign\n",
" '+ACI-': '\"', # Quote mark\n",
" }\n",
" \n",
" cleaned = str(text)\n",
" for code, char in replacements.items():\n",
" cleaned = cleaned.replace(code, char)\n",
" \n",
" return cleaned\n",
" \n",
" # Clean the lat_long column\n",
" df['lat_long'] = df['lat_long'].apply(clean_libreoffice_encoding)\n",
" \n",
" # Extract latitude and longitude\n",
" def extract_coords(coord_str):\n",
" if pd.isna(coord_str):\n",
" return (np.nan, np.nan)\n",
" \n",
" try:\n",
" # Try to split by comma\n",
" if ',' in coord_str:\n",
" parts = coord_str.split(',')\n",
" if len(parts) >= 2:\n",
" lon = parts[0].strip()\n",
" lat = parts[1].strip()\n",
" return (float(lat), float(lon))\n",
" except:\n",
" pass\n",
" \n",
" return (np.nan, np.nan)\n",
" \n",
" # Extract coordinates\n",
" coords = df['lat_long'].apply(extract_coords)\n",
" df['latitude'] = coords.apply(lambda x: x[0])\n",
" df['longitude'] = coords.apply(lambda x: x[1])\n",
" \n",
" # 3. Convert numeric columns\n",
" numeric_cols = [\n",
" 'total_project_cost', \n",
" 'total_program_ggrffunding', \n",
" 'project_life_years',\n",
" 'total_project_ghgreductions', \n",
" 'annual_project_ghgreductions'\n",
" ]\n",
" \n",
" for col in df.columns:\n",
" # Find matching columns (case insensitive)\n",
" if any(num_col in col.lower() for num_col in \n",
" ['cost', 'funding', 'ghg', 'reductions', 'years']):\n",
" df[col] = pd.to_numeric(df[col], errors='coerce')\n",
" \n",
" # 4. Convert date columns\n",
" date_cols = [col for col in df.columns if 'date' in col.lower()]\n",
" for col in date_cols:\n",
" df[col] = pd.to_datetime(df[col], errors='coerce')\n",
" \n",
" # 5. Extract funding year\n",
" if any('fiscal_year' in col.lower() for col in df.columns):\n",
" year_col = [col for col in df.columns if 'fiscal_year' in col.lower()][0]\n",
" df['funding_year'] = df[year_col].str.extract(r'(\\d{4})').astype('Int64')\n",
" \n",
" # 6. Calculate derived metrics if columns exist\n",
" funding_col = [col for col in df.columns if 'total_program' in col.lower() and 'funding' in col.lower()]\n",
" ghg_col = [col for col in df.columns if 'total_project' in col.lower() and 'ghg' in col.lower()]\n",
" dac_col = [col for col in df.columns if 'funding_benefiting' in col.lower()]\n",
" \n",
" if funding_col and ghg_col:\n",
" df['ghg_efficiency'] = np.where(\n",
" df[ghg_col[0]] > 0,\n",
" df[funding_col[0]] / df[ghg_col[0]],\n",
" np.nan\n",
" )\n",
" \n",
" if funding_col and dac_col:\n",
" df['dac_benefit_percentage'] = np.where(\n",
" df[funding_col[0]] > 0,\n",
" 100 * df[dac_col[0]] / df[funding_col[0]],\n",
" 0\n",
" )\n",
" \n",
" logger.info(\"Data cleaning and processing complete\")\n",
" return df\n",
" \n",
" except Exception as e:\n",
" logger.error(f\"Error cleaning data: {e}\")\n",
" return df\n",
" \n",
" def analyze_data(self):\n",
" \"\"\"Basic analysis of CCI data.\"\"\"\n",
" if 'cci_projects' not in self.data:\n",
" logger.error(\"No data available for analysis\")\n",
" return None\n",
" \n",
" df = self.data['cci_projects']\n",
" \n",
" # Get agency information\n",
" if 'agency_name' in df.columns:\n",
" agency_counts = df['agency_name'].value_counts()\n",
" print(\"\\nAgencies involved in CCI projects:\")\n",
" for agency, count in agency_counts.head(10).items():\n",
" print(f\" {agency}: {count} projects\")\n",
" \n",
" # Analyze funding distribution\n",
" funding_col = [col for col in df.columns if 'total_program' in col.lower() and 'funding' in col.lower()]\n",
" if funding_col:\n",
" total_funding = df[funding_col[0]].sum()\n",
" print(f\"\\nTotal CCI funding: ${total_funding:,.2f}\")\n",
" print(f\"Average project funding: ${df[funding_col[0]].mean():,.2f}\")\n",
" \n",
" # Analyze GHG reductions\n",
" ghg_col = [col for col in df.columns if 'total_project' in col.lower() and 'ghg' in col.lower()]\n",
" if ghg_col:\n",
" total_ghg = df[ghg_col[0]].sum()\n",
" print(f\"\\nTotal GHG reductions: {total_ghg:,.2f} tons\")\n",
" print(f\"Average GHG reduction per project: {df[ghg_col[0]].mean():,.2f} tons\")\n",
" \n",
" # Analyze DAC benefits\n",
" if 'dac_benefit_percentage' in df.columns:\n",
" avg_dac = df['dac_benefit_percentage'].mean()\n",
" print(f\"\\nAverage DAC benefit percentage: {avg_dac:.2f}%\")\n",
" \n",
" return {\n",
" \"total_projects\": len(df),\n",
" \"total_funding\": total_funding if funding_col else None,\n",
" \"total_ghg_reductions\": total_ghg if ghg_col else None\n",
" }\n",
" \n",
" def plot_basic_visuals(self):\n",
" \"\"\"Create basic visualizations of the CCI data.\"\"\"\n",
" if 'cci_projects' not in self.data:\n",
" logger.error(\"No data available for visualization\")\n",
" return\n",
" \n",
" df = self.data['cci_projects']\n",
" \n",
" # Create figure\n",
" plt.figure(figsize=(12, 10))\n",
" \n",
" # 1. Projects by agency\n",
" if 'agency_name' in df.columns:\n",
" plt.subplot(2, 2, 1)\n",
" top_agencies = df['agency_name'].value_counts().head(10)\n",
" top_agencies.plot(kind='barh')\n",
" plt.title('Top 10 Agencies by Project Count')\n",
" plt.xlabel('Number of Projects')\n",
" plt.tight_layout()\n",
" \n",
" # 2. Funding by agency\n",
" funding_col = [col for col in df.columns if 'total_program' in col.lower() and 'funding' in col.lower()]\n",
" if 'agency_name' in df.columns and funding_col:\n",
" plt.subplot(2, 2, 2)\n",
" agency_funding = df.groupby('agency_name')[funding_col[0]].sum().sort_values(ascending=False).head(10) / 1_000_000\n",
" agency_funding.plot(kind='barh')\n",
" plt.title('Top 10 Agencies by Funding ($ Millions)')\n",
" plt.tight_layout()\n",
" \n",
" # 3. Funding by year\n",
" if 'funding_year' in df.columns and funding_col:\n",
" plt.subplot(2, 2, 3)\n",
" yearly_funding = df.groupby('funding_year')[funding_col[0]].sum() / 1_000_000\n",
" yearly_funding.plot(kind='bar')\n",
" plt.title('CCI Funding by Year ($ Millions)')\n",
" plt.xticks(rotation=45)\n",
" plt.tight_layout()\n",
" \n",
" # 4. DAC benefit percentage by year\n",
" if 'funding_year' in df.columns and 'dac_benefit_percentage' in df.columns:\n",
" plt.subplot(2, 2, 4)\n",
" yearly_dac = df.groupby('funding_year')['dac_benefit_percentage'].mean()\n",
" yearly_dac.plot(kind='line', marker='o')\n",
" plt.title('DAC Benefit Percentage by Year')\n",
" plt.grid(True, linestyle='--', alpha=0.7)\n",
" plt.tight_layout()\n",
" \n",
" # Save visualization\n",
" output_file = self.output_path / \"cci_overview.png\"\n",
" plt.savefig(output_file, dpi=300, bbox_inches='tight')\n",
" logger.info(f\"Visualization saved to {output_file}\")\n",
" \n",
" # Show in notebook\n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
"# Usage example\n",
"analyzer = CCIDataAnalyzer(data_path=\"data/cci_programs_data_reduced.csv\")\n",
"if analyzer.load_data():\n",
" print(\"Data loaded successfully!\")\n",
" results = analyzer.analyze_data()\n",
" analyzer.plot_basic_visuals()\n",
"else:\n",
" print(\"Failed to load data. Check file path and format.\")"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "6db438e3",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2025-04-09 21:38:54,351 - cci_analyzer - INFO - Initialized with data path: data/cci_programs_data_reduced.csv\n",
"2025-04-09 21:38:54,351 - cci_analyzer - INFO - Loading data from data/cci_programs_data_reduced.csv\n",
"2025-04-09 21:38:56,288 - cci_analyzer - INFO - Successfully loaded 141950 rows with 166 columns\n",
"2025-04-09 21:38:56,289 - cci_analyzer - INFO - Processing coordinates with special encoding handling\n",
"2025-04-09 21:38:57,034 - cci_analyzer - INFO - Data cleaning and processing complete\n",
"2025-04-09 21:38:57,459 - cci_analyzer - INFO - Created CARB dataset with 121058 projects\n",
"2025-04-09 21:38:57,459 - cci_analyzer - INFO - Created non-CARB dataset with 20892 projects\n",
"2025-04-09 21:38:57,517 - cci_analyzer - INFO - Identified 0 potential EV rebate/voucher projects\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data loaded successfully!\n",
"\n",
"Agencies involved in CCI projects:\n",
" California Air Resources Board: 121058 projects\n",
" California Department of Community Services and Development: 6468 projects\n",
" California Department of Water Resources: 5111 projects\n",
" California Department of Forestry and Fire Protection: 2348 projects\n",
" California Department of Food and Agriculture: 1688 projects\n",
" California Strategic Growth Council: 1280 projects\n",
" California Department of Transportation: 1006 projects\n",
" California Conservation Corps: 766 projects\n",
" California Department of Resources Recycling and Recovery: 732 projects\n",
" California State Transportation Agency: 245 projects\n",
"\n",
"Total CCI funding: $97,024,735,739.43\n",
"Average project funding: $690,547.85\n",
"\n",
"Total GHG reductions: 2,423,846,332.49 tons\n",
"Average GHG reduction per project: 17,222.89 tons\n",
"\n",
"Average DAC benefit percentage: 119251.01%\n",
"\n",
"--- CARB vs. Non-CARB Analysis ---\n",
"CARB projects: 121058 (85.3% of total)\n",
"Non-CARB projects: 20892 (14.7% of total)\n",
"\n",
"CARB funding: $5,039,286,678.00 (5.2% of total)\n",
"Non-CARB funding: $91,985,449,061.43 (94.8% of total)\n",
"Average CARB project: $41,673.17\n",
"Average non-CARB project: $4,697,928.96\n",
"\n",
"CARB GHG reductions: 71,453,480.00 tons (2.9% of total)\n",
"Non-CARB GHG reductions: 2,352,392,852.49 tons (97.1% of total)\n",
"\n",
"CARB efficiency: $70.53 per ton CO2e\n",
"Non-CARB efficiency: $39.10 per ton CO2e\n",
"\n",
"--- Electric Vehicle Projects Analysis ---\n",
"EV projects: 0 (0.0% of CARB projects)\n",
"EV funding: $0.00 (0.0% of CARB funding)\n",
"Average EV project: $nan\n",
"EV GHG reductions: 0.00 tons (0.0% of CARB reductions)\n",
"EV efficiency: $0.00 per ton CO2e\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2025-04-09 21:38:58,729 - cci_analyzer - INFO - Agency comparison visualization saved to output/agency_comparison.png\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1500x1200 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2025-04-09 21:38:59,738 - cci_analyzer - INFO - CARB analysis visualization saved to output/carb_analysis.png\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x1200 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2025-04-09 21:39:03,320 - cci_analyzer - INFO - Temporal analysis visualization saved to output/temporal_analysis.png\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x1200 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--- Collaboration Analysis ---\n",
"Number of unique programs: 80\n",
"Programs with multiple agencies: 4 (5.0% of programs)\n",
"\n",
"Top multi-agency programs:\n",
" 07: 2 agencies\n",
" 5: 2 agencies\n",
" 2: 2 agencies\n",
" 28: 2 agencies\n",
"\n",
"Comparison of Multi-agency vs Single-agency Programs:\n",
"Multi-agency projects: 20 (0.0% of total)\n",
"Single-agency projects: 141930 (100.0% of total)\n",
"\n",
"Multi-agency funding: $59,751.00 (0.0% of total)\n",
"Single-agency funding: $97,024,675,988.43 (100.0% of total)\n",
"\n",
"Multi-agency GHG reductions: 331.00 tons (0.0% of total)\n",
"Single-agency GHG reductions: 2,423,846,001.49 tons (100.0% of total)\n",
"\n",
"Multi-agency efficiency: $180.52 per ton CO2e\n",
"Single-agency efficiency: $40.03 per ton CO2e\n",
"\n",
"Multi-agency DAC benefit: 25.31%\n",
"Single-agency DAC benefit: 119278.31%\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2025-04-09 21:39:05,737 - cci_analyzer - INFO - Collaboration analysis visualization saved to output/collaboration_analysis.png\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x1000 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from pathlib import Path\n",
"import logging\n",
"import warnings\n",
"\n",
"# Configure basic logging\n",
"logging.basicConfig(level=logging.INFO, \n",
" format='%(asctime)s - %(name)s - %(levelname)s - %(message)s')\n",
"logger = logging.getLogger(\"cci_analyzer\")\n",
"\n",
"# Suppress pandas warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"class CCIDataAnalyzer:\n",
" \"\"\"Simplified analyzer for California Climate Investments data.\"\"\"\n",
" \n",
" def __init__(self, data_path, output_path=\"./output\"):\n",
" self.data_path = Path(data_path)\n",
" self.output_path = Path(output_path)\n",
" self.output_path.mkdir(parents=True, exist_ok=True)\n",
" self.data = {}\n",
" \n",
" logger.info(f\"Initialized with data path: {self.data_path}\")\n",
" \n",
" def load_data(self):\n",
" \"\"\"Load CCI data with special handling for encoding issues.\"\"\"\n",
" try:\n",
" logger.info(f\"Loading data from {self.data_path}\")\n",
" \n",
" # Read as string to avoid conversion errors\n",
" df = pd.read_csv(self.data_path, dtype=str)\n",
" logger.info(f\"Successfully loaded {len(df)} rows with {len(df.columns)} columns\")\n",
" \n",
" # Clean and process the data\n",
" df = self._clean_data(df)\n",
" \n",
" # Store in data dictionary\n",
" self.data['cci_projects'] = df\n",
" \n",
" # Create separate datasets for CARB and non-CARB projects\n",
" self._create_carb_datasets()\n",
" \n",
" return True\n",
" \n",
" except Exception as e:\n",
" logger.error(f\"Error loading data: {e}\")\n",
" return False\n",
" \n",
" def _clean_data(self, df):\n",
" \"\"\"Clean and process the CCI data.\"\"\"\n",
" try:\n",
" # 1. Fix column names\n",
" df.columns = [col.strip().lower().replace(' ', '_') for col in df.columns]\n",
" \n",
" # 2. Handle the problematic lat_long column with LibreOffice encoding\n",
" if 'lat_long' in df.columns:\n",
" logger.info(\"Processing coordinates with special encoding handling\")\n",
" \n",
" # Function to clean LibreOffice encoding\n",
" def clean_libreoffice_encoding(text):\n",
" if pd.isna(text):\n",
" return text\n",
" \n",
" # Special LibreOffice character replacements\n",
" replacements = {\n",
" '+AC0-': '-', # Minus sign\n",
" '+ACI-': '\"', # Quote mark\n",
" }\n",
" \n",
" cleaned = str(text)\n",
" for code, char in replacements.items():\n",
" cleaned = cleaned.replace(code, char)\n",
" \n",
" return cleaned\n",
" \n",
" # Clean the lat_long column\n",
" df['lat_long'] = df['lat_long'].apply(clean_libreoffice_encoding)\n",
" \n",
" # Extract latitude and longitude\n",
" def extract_coords(coord_str):\n",
" if pd.isna(coord_str):\n",
" return (np.nan, np.nan)\n",
" \n",
" try:\n",
" # Try to split by comma\n",
" if ',' in coord_str:\n",
" parts = coord_str.split(',')\n",
" if len(parts) >= 2:\n",
" lon = parts[0].strip()\n",
" lat = parts[1].strip()\n",
" return (float(lat), float(lon))\n",
" except:\n",
" pass\n",
" \n",
" return (np.nan, np.nan)\n",
" \n",
" # Extract coordinates safely\n",
" try:\n",
" coords = df['lat_long'].apply(extract_coords)\n",
" df['latitude'] = coords.apply(lambda x: x[0])\n",
" df['longitude'] = coords.apply(lambda x: x[1])\n",
" except Exception as e:\n",
" logger.error(f\"Error extracting coordinates: {e}\")\n",
" \n",
" # 3. Convert numeric columns\n",
" numeric_cols = [\n",
" 'total_project_cost', \n",
" 'total_program_ggrffunding', \n",
" 'project_life_years',\n",
" 'total_project_ghgreductions', \n",
" 'annual_project_ghgreductions'\n",
" ]\n",
" \n",
" for col in df.columns:\n",
" # Find matching columns (case insensitive)\n",
" if any(num_col in col.lower() for num_col in \n",
" ['cost', 'funding', 'ghg', 'reductions', 'years']):\n",
" df[col] = pd.to_numeric(df[col], errors='coerce')\n",
" \n",
" # 4. Convert date columns\n",
" date_cols = [col for col in df.columns if 'date' in col.lower()]\n",
" for col in date_cols:\n",
" df[col] = pd.to_datetime(df[col], errors='coerce')\n",
" \n",
" # 5. Extract funding year\n",
" fiscal_year_cols = [col for col in df.columns if 'fiscal_year' in col.lower()]\n",
" if fiscal_year_cols:\n",
" try:\n",
" # Handle different possible formats of fiscal year column\n",
" year_col = fiscal_year_cols[0]\n",
" # Try multiple approaches to extract year\n",
" try:\n",
" # Handle standard fiscal year format like \"2019-20\"\n",
" df['funding_year'] = df[year_col].astype(str).str.extract(r'(\\d{4})').astype('Int64')\n",
" except Exception:\n",
" logger.warning(f\"Could not extract year with regex pattern, trying direct conversion\")\n",
" # Try direct conversion if it's already a year\n",
" df['funding_year'] = pd.to_numeric(df[year_col], errors='coerce').astype('Int64')\n",
" except Exception as e:\n",
" logger.error(f\"Error extracting funding year: {e}\")\n",
" \n",
" # 6. Calculate derived metrics if columns exist\n",
" funding_col = [col for col in df.columns if 'total_program' in col.lower() and 'funding' in col.lower()]\n",
" ghg_col = [col for col in df.columns if 'total_project' in col.lower() and 'ghg' in col.lower()]\n",
" dac_col = [col for col in df.columns if 'funding_benefiting' in col.lower()]\n",
" \n",
" if funding_col and ghg_col:\n",
" df['ghg_efficiency'] = np.where(\n",
" df[ghg_col[0]] > 0,\n",
" df[funding_col[0]] / df[ghg_col[0]],\n",
" np.nan\n",
" )\n",
" \n",
" if funding_col and dac_col:\n",
" df['dac_benefit_percentage'] = np.where(\n",
" df[funding_col[0]] > 0,\n",
" 100 * df[dac_col[0]] / df[funding_col[0]],\n",
" 0\n",
" )\n",
" \n",
" logger.info(\"Data cleaning and processing complete\")\n",
" return df\n",
" \n",
" except Exception as e:\n",
" logger.error(f\"Error cleaning data: {e}\")\n",
" return df\n",
" \n",
" def _create_carb_datasets(self):\n",
" \"\"\"Create separate datasets for CARB and non-CARB projects.\"\"\"\n",
" if 'cci_projects' not in self.data:\n",
" logger.error(\"No data available to create CARB datasets\")\n",
" return\n",
" \n",
" df = self.data['cci_projects']\n",
" \n",
" try:\n",
" # Check if agency_name column exists\n",
" if 'agency_name' not in df.columns:\n",
" logger.error(\"agency_name column not found\")\n",
" return\n",
" \n",
" # Create CARB dataset\n",
" carb_mask = df['agency_name'].str.contains('Air Resources Board', case=False, na=False)\n",
" self.data['carb_projects'] = df[carb_mask].copy()\n",
" self.data['non_carb_projects'] = df[~carb_mask].copy()\n",
" \n",
" logger.info(f\"Created CARB dataset with {len(self.data['carb_projects'])} projects\")\n",
" logger.info(f\"Created non-CARB dataset with {len(self.data['non_carb_projects'])} projects\")\n",
" \n",
" # Identify EV rebate/voucher projects within CARB\n",
" if len(self.data['carb_projects']) > 0:\n",
" carb_df = self.data['carb_projects']\n",
" \n",
" # Look for EV-related projects using various columns\n",
" ev_indicators = ['electric vehicle', 'ev ', 'rebate', 'voucher', 'clean vehicle']\n",
" \n",
" # Check program name for EV indicators\n",
" if 'program_name' in carb_df.columns:\n",
" ev_mask = carb_df['program_name'].str.lower().str.contains('|'.join(ev_indicators), na=False)\n",
" elif 'sub_program_name' in carb_df.columns:\n",
" ev_mask = carb_df['sub_program_name'].str.lower().str.contains('|'.join(ev_indicators), na=False)\n",
" else:\n",
" # If specific columns not found, try to find any column that might indicate EV projects\n",
" ev_mask = pd.Series(False, index=carb_df.index)\n",
" for col in carb_df.columns:\n",
" if carb_df[col].dtype == 'object':\n",
" try:\n",
" ev_mask = ev_mask | carb_df[col].astype(str).str.lower().str.contains('|'.join(ev_indicators), na=False)\n",
" except:\n",
" pass\n",
" \n",
" self.data['ev_projects'] = carb_df[ev_mask].copy()\n",
" logger.info(f\"Identified {len(self.data['ev_projects'])} potential EV rebate/voucher projects\")\n",
" \n",
" except Exception as e:\n",
" logger.error(f\"Error creating CARB datasets: {e}\")\n",
" \n",
" def analyze_data(self, include_carb_breakdown=True):\n",
" \"\"\"Basic analysis of CCI data with optional CARB breakdown.\"\"\"\n",
" if 'cci_projects' not in self.data:\n",
" logger.error(\"No data available for analysis\")\n",
" return None\n",
" \n",
" df = self.data['cci_projects']\n",
" \n",
" # Get agency information\n",
" if 'agency_name' in df.columns:\n",
" agency_counts = df['agency_name'].value_counts()\n",
" print(\"\\nAgencies involved in CCI projects:\")\n",
" for agency, count in agency_counts.head(10).items():\n",
" print(f\" {agency}: {count} projects\")\n",
" \n",
" # Analyze funding distribution\n",
" funding_col = [col for col in df.columns if 'total_program' in col.lower() and 'funding' in col.lower()]\n",
" if funding_col:\n",
" total_funding = df[funding_col[0]].sum()\n",
" print(f\"\\nTotal CCI funding: ${total_funding:,.2f}\")\n",
" print(f\"Average project funding: ${df[funding_col[0]].mean():,.2f}\")\n",
" \n",
" # Analyze GHG reductions\n",
" ghg_col = [col for col in df.columns if 'total_project' in col.lower() and 'ghg' in col.lower()]\n",
" if ghg_col:\n",
" total_ghg = df[ghg_col[0]].sum()\n",
" print(f\"\\nTotal GHG reductions: {total_ghg:,.2f} tons\")\n",
" print(f\"Average GHG reduction per project: {df[ghg_col[0]].mean():,.2f} tons\")\n",
" \n",
" # Analyze DAC benefits\n",
" if 'dac_benefit_percentage' in df.columns:\n",
" avg_dac = df['dac_benefit_percentage'].mean()\n",
" print(f\"\\nAverage DAC benefit percentage: {avg_dac:.2f}%\")\n",
" \n",
" # CARB vs. Non-CARB Analysis\n",
" if include_carb_breakdown and 'carb_projects' in self.data and 'non_carb_projects' in self.data:\n",
" carb_df = self.data['carb_projects']\n",
" non_carb_df = self.data['non_carb_projects']\n",
" \n",
" print(\"\\n--- CARB vs. Non-CARB Analysis ---\")\n",
" print(f\"CARB projects: {len(carb_df)} ({len(carb_df)/len(df)*100:.1f}% of total)\")\n",
" print(f\"Non-CARB projects: {len(non_carb_df)} ({len(non_carb_df)/len(df)*100:.1f}% of total)\")\n",
" \n",
" if funding_col:\n",
" carb_funding = carb_df[funding_col[0]].sum()\n",
" non_carb_funding = non_carb_df[funding_col[0]].sum()\n",
" print(f\"\\nCARB funding: ${carb_funding:,.2f} ({carb_funding/total_funding*100:.1f}% of total)\")\n",
" print(f\"Non-CARB funding: ${non_carb_funding:,.2f} ({non_carb_funding/total_funding*100:.1f}% of total)\")\n",
" print(f\"Average CARB project: ${carb_df[funding_col[0]].mean():,.2f}\")\n",
" print(f\"Average non-CARB project: ${non_carb_df[funding_col[0]].mean():,.2f}\")\n",
" \n",
" if ghg_col:\n",
" carb_ghg = carb_df[ghg_col[0]].sum()\n",
" non_carb_ghg = non_carb_df[ghg_col[0]].sum()\n",
" print(f\"\\nCARB GHG reductions: {carb_ghg:,.2f} tons ({carb_ghg/total_ghg*100:.1f}% of total)\")\n",
" print(f\"Non-CARB GHG reductions: {non_carb_ghg:,.2f} tons ({non_carb_ghg/total_ghg*100:.1f}% of total)\")\n",
" \n",
" # Calculate efficiency\n",
" if funding_col:\n",
" carb_efficiency = carb_funding / carb_ghg if carb_ghg > 0 else 0\n",
" non_carb_efficiency = non_carb_funding / non_carb_ghg if non_carb_ghg > 0 else 0\n",
" print(f\"\\nCARB efficiency: ${carb_efficiency:.2f} per ton CO2e\")\n",
" print(f\"Non-CARB efficiency: ${non_carb_efficiency:.2f} per ton CO2e\")\n",
" \n",
" # EV Projects Analysis\n",
" if 'ev_projects' in self.data:\n",
" ev_df = self.data['ev_projects']\n",
" print(\"\\n--- Electric Vehicle Projects Analysis ---\")\n",
" print(f\"EV projects: {len(ev_df)} ({len(ev_df)/len(carb_df)*100:.1f}% of CARB projects)\")\n",
" \n",
" if funding_col:\n",
" ev_funding = ev_df[funding_col[0]].sum()\n",
" print(f\"EV funding: ${ev_funding:,.2f} ({ev_funding/carb_funding*100:.1f}% of CARB funding)\")\n",
" print(f\"Average EV project: ${ev_df[funding_col[0]].mean():,.2f}\")\n",
" \n",
" if ghg_col:\n",
" ev_ghg = ev_df[ghg_col[0]].sum()\n",
" print(f\"EV GHG reductions: {ev_ghg:,.2f} tons ({ev_ghg/carb_ghg*100:.1f}% of CARB reductions)\")\n",
" \n",
" # Calculate efficiency\n",
" if funding_col:\n",
" ev_efficiency = ev_funding / ev_ghg if ev_ghg > 0 else 0\n",
" print(f\"EV efficiency: ${ev_efficiency:.2f} per ton CO2e\")\n",
" \n",
" return {\n",
" \"total_projects\": len(df),\n",
" \"total_funding\": total_funding if funding_col else None,\n",
" \"total_ghg_reductions\": total_ghg if ghg_col else None,\n",
" \"carb_projects\": len(self.data['carb_projects']) if 'carb_projects' in self.data else None,\n",
" \"ev_projects\": len(self.data['ev_projects']) if 'ev_projects' in self.data else None\n",
" }\n",
" \n",
" def plot_agency_comparison(self):\n",
" \"\"\"Create visualizations comparing agencies.\"\"\"\n",
" if 'cci_projects' not in self.data:\n",
" logger.error(\"No data available for visualization\")\n",
" return\n",
" \n",
" df = self.data['cci_projects']\n",
" \n",
" # Ensure agency_name column exists\n",
" if 'agency_name' not in df.columns:\n",
" logger.error(\"agency_name column not found\")\n",
" return\n",
" \n",
" # Find funding column\n",
" funding_col = [col for col in df.columns if 'total_program' in col.lower() and 'funding' in col.lower()]\n",
" if not funding_col:\n",
" logger.error(\"Funding column not found\")\n",
" return\n",
" funding_col = funding_col[0]\n",
" \n",
" # Find GHG reduction column\n",
" ghg_col = [col for col in df.columns if 'total_project' in col.lower() and 'ghg' in col.lower()]\n",
" if not ghg_col:\n",
" logger.error(\"GHG reduction column not found\")\n",
" return\n",
" ghg_col = ghg_col[0]\n",
" \n",
" # Create figure\n",
" plt.figure(figsize=(15, 12))\n",
" \n",
" # 1. Project count by agency\n",
" plt.subplot(2, 2, 1)\n",
" agency_counts = df['agency_name'].value_counts().head(10)\n",
" agency_counts.plot(kind='barh')\n",
" plt.title('Number of Projects by Agency (Top 10)')\n",
" plt.xlabel('Number of Projects')\n",
" \n",
" # 2. Funding by agency\n",
" plt.subplot(2, 2, 2)\n",
" agency_funding = df.groupby('agency_name')[funding_col].sum().sort_values(ascending=False).head(10) / 1_000_000\n",
" agency_funding.plot(kind='barh')\n",
" plt.title('Total Funding by Agency ($ Millions)')\n",
" plt.xlabel('Funding ($ Millions)')\n",
" \n",
" # 3. GHG reductions by agency\n",
" plt.subplot(2, 2, 3)\n",
" agency_ghg = df.groupby('agency_name')[ghg_col].sum().sort_values(ascending=False).head(10) / 1_000\n",
" agency_ghg.plot(kind='barh')\n",
" plt.title('GHG Reductions by Agency (Thousand Tons)')\n",
" plt.xlabel('GHG Reductions (Thousand Tons)')\n",
" \n",
" # 4. Efficiency by agency ($/ton)\n",
" plt.subplot(2, 2, 4)\n",
" agency_efficiency = df.groupby('agency_name').apply(\n",
" lambda x: x[funding_col].sum() / x[ghg_col].sum() if x[ghg_col].sum() > 0 else np.nan\n",
" ).dropna().sort_values().head(10)\n",
" agency_efficiency.plot(kind='barh')\n",
" plt.title('Cost Efficiency by Agency ($ per Ton CO2e)')\n",
" plt.xlabel('Cost per Ton GHG Reduced ($)')\n",
" \n",
" plt.tight_layout()\n",
" \n",
" # Save visualization\n",
" output_file = self.output_path / \"agency_comparison.png\"\n",
" plt.savefig(output_file, dpi=300, bbox_inches='tight')\n",
" logger.info(f\"Agency comparison visualization saved to {output_file}\")\n",
" plt.show()\n",
" \n",
" def plot_carb_analysis(self):\n",
" \"\"\"Create visualizations specifically for CARB vs non-CARB analysis.\"\"\"\n",
" if 'carb_projects' not in self.data or 'non_carb_projects' not in self.data:\n",
" logger.error(\"CARB datasets not available\")\n",
" return\n",
" \n",
" # Find funding column\n",
" funding_col = None\n",
" ghg_col = None\n",
" \n",
" # Check if we have funding data\n",
" for key in ['carb_projects', 'non_carb_projects']:\n",
" df = self.data[key]\n",
" funding_cols = [col for col in df.columns if 'total_program' in col.lower() and 'funding' in col.lower()]\n",
" if funding_cols:\n",
" funding_col = funding_cols[0]\n",
" \n",
" ghg_cols = [col for col in df.columns if 'total_project' in col.lower() and 'ghg' in col.lower()]\n",
" if ghg_cols:\n",
" ghg_col = ghg_cols[0]\n",
" \n",
" if not funding_col or not ghg_col:\n",
" logger.error(\"Required columns not found\")\n",
" return\n",
" \n",
" # Prepare data for comparison\n",
" carb_df = self.data['carb_projects']\n",
" non_carb_df = self.data['non_carb_projects']\n",
" ev_df = self.data.get('ev_projects', pd.DataFrame())\n",
" \n",
" # Create figure\n",
" plt.figure(figsize=(15, 12))\n",
" \n",
" # 1. Project count comparison\n",
" plt.subplot(2, 2, 1)\n",
" project_counts = pd.Series({\n",
" 'CARB (non-EV)': len(carb_df) - len(ev_df), \n",
" 'CARB (EV Projects)': len(ev_df),\n",
" 'Non-CARB': len(non_carb_df)\n",
" })\n",
" project_counts.plot(kind='pie', autopct='%1.1f%%', startangle=90)\n",
" plt.title('Distribution of Projects')\n",
" plt.ylabel('') # Hide ylabel\n",
" \n",
" # 2. Funding comparison\n",
" plt.subplot(2, 2, 2)\n",
" if funding_col:\n",
" carb_non_ev_funding = carb_df[~carb_df.index.isin(ev_df.index)][funding_col].sum() if not ev_df.empty else carb_df[funding_col].sum()\n",
" ev_funding = ev_df[funding_col].sum() if not ev_df.empty else 0\n",
" non_carb_funding = non_carb_df[funding_col].sum()\n",
" \n",
" funding_distribution = pd.Series({\n",
" 'CARB (non-EV)': carb_non_ev_funding,\n",
" 'CARB (EV Projects)': ev_funding,\n",
" 'Non-CARB': non_carb_funding\n",
" })\n",
" funding_distribution.plot(kind='pie', autopct='%1.1f%%', startangle=90)\n",
" plt.title('Distribution of Funding')\n",
" plt.ylabel('') # Hide ylabel\n",
" \n",
" # 3. GHG reductions comparison\n",
" plt.subplot(2, 2, 3)\n",
" if ghg_col:\n",
" carb_non_ev_ghg = carb_df[~carb_df.index.isin(ev_df.index)][ghg_col].sum() if not ev_df.empty else carb_df[ghg_col].sum()\n",
" ev_ghg = ev_df[ghg_col].sum() if not ev_df.empty else 0\n",
" non_carb_ghg = non_carb_df[ghg_col].sum()\n",
" \n",
" ghg_distribution = pd.Series({\n",
" 'CARB (non-EV)': carb_non_ev_ghg,\n",
" 'CARB (EV Projects)': ev_ghg,\n",
" 'Non-CARB': non_carb_ghg\n",
" })\n",
" ghg_distribution.plot(kind='pie', autopct='%1.1f%%', startangle=90)\n",
" plt.title('Distribution of GHG Reductions')\n",
" plt.ylabel('') # Hide ylabel\n",
" \n",
" # 4. Efficiency comparison ($/ton)\n",
" plt.subplot(2, 2, 4)\n",
" if funding_col and ghg_col:\n",
" carb_non_ev_efficiency = carb_non_ev_funding / carb_non_ev_ghg if carb_non_ev_ghg > 0 else 0\n",
" ev_efficiency = ev_funding / ev_ghg if ev_ghg > 0 else 0\n",
" non_carb_efficiency = non_carb_funding / non_carb_ghg if non_carb_ghg > 0 else 0\n",
" \n",
" efficiency_comparison = pd.Series({\n",
" 'CARB (non-EV)': carb_non_ev_efficiency,\n",
" 'CARB (EV Projects)': ev_efficiency,\n",
" 'Non-CARB': non_carb_efficiency\n",
" })\n",
" efficiency_comparison.plot(kind='bar')\n",
" plt.title('Cost Efficiency ($ per Ton CO2e)')\n",
" plt.ylabel('Cost per Ton GHG Reduced ($)')\n",
" plt.xticks(rotation=45)\n",
" \n",
" plt.tight_layout()\n",
" \n",
" # Save visualization\n",
" output_file = self.output_path / \"carb_analysis.png\"\n",
" plt.savefig(output_file, dpi=300, bbox_inches='tight')\n",
" logger.info(f\"CARB analysis visualization saved to {output_file}\")\n",
" plt.show()\n",
" \n",
" def plot_temporal_analysis(self):\n",
" \"\"\"Create visualizations showing trends over time.\"\"\"\n",
" if 'cci_projects' not in self.data:\n",
" logger.error(\"No data available for visualization\")\n",
" return\n",
" \n",
" df = self.data['cci_projects']\n",
" \n",
" # Check if we have year data\n",
" if 'funding_year' not in df.columns:\n",
" logger.error(\"funding_year column not found\")\n",
" return\n",
" \n",
" # Find funding and GHG columns\n",
" funding_col = [col for col in df.columns if 'total_program' in col.lower() and 'funding' in col.lower()]\n",
" ghg_col = [col for col in df.columns if 'total_project' in col.lower() and 'ghg' in col.lower()]\n",
" dac_col = [col for col in df.columns if 'dac_benefit_percentage' in col.lower()]\n",
" \n",
" if not funding_col or not ghg_col:\n",
" logger.error(\"Required columns not found\")\n",
" return\n",
" \n",
" funding_col = funding_col[0]\n",
" ghg_col = ghg_col[0]\n",
" dac_col = dac_col[0] if dac_col else None\n",
" \n",
" # Separate CARB data if available\n",
" carb_df = self.data.get('carb_projects', None)\n",
" ev_df = self.data.get('ev_projects', None)\n",
" \n",
" # Create figure\n",
" plt.figure(figsize=(15, 12))\n",
" \n",
" # 1. Funding by year\n",
" plt.subplot(2, 2, 1)\n",
" yearly_funding = df.groupby('funding_year')[funding_col].sum() / 1_000_000\n",
" \n",
" # Add CARB and EV breakdowns if available\n",
" if carb_df is not None:\n",
" carb_yearly = carb_df.groupby('funding_year')[funding_col].sum() / 1_000_000\n",
" non_carb_yearly = yearly_funding - carb_yearly\n",
" \n",
" if ev_df is not None:\n",
" ev_yearly = ev_df.groupby('funding_year')[funding_col].sum() / 1_000_000\n",
" carb_non_ev_yearly = carb_yearly - ev_yearly\n",
" \n",
" # Plot stacked bar chart\n",
" years = sorted(yearly_funding.index)\n",
" bottom = np.zeros(len(years))\n",
" \n",
" plt.bar(years, non_carb_yearly.reindex(years, fill_value=0), label='Non-CARB', bottom=bottom)\n",
" bottom += non_carb_yearly.reindex(years, fill_value=0)\n",
" \n",
" plt.bar(years, carb_non_ev_yearly.reindex(years, fill_value=0), label='CARB (non-EV)', bottom=bottom)\n",
" bottom += carb_non_ev_yearly.reindex(years, fill_value=0)\n",
" \n",
" plt.bar(years, ev_yearly.reindex(years, fill_value=0), label='CARB (EV Projects)', bottom=bottom)\n",
" \n",
" plt.legend()\n",
" else:\n",
" # Plot CARB vs non-CARB\n",
" years = sorted(yearly_funding.index)\n",
" plt.bar(years, non_carb_yearly.reindex(years, fill_value=0), label='Non-CARB')\n",
" plt.bar(years, carb_yearly.reindex(years, fill_value=0), label='CARB', bottom=non_carb_yearly.reindex(years, fill_value=0))\n",
" plt.legend()\n",
" else:\n",
" # Simple yearly plot\n",
" yearly_funding.plot(kind='bar')\n",
" \n",
" plt.title('CCI Funding by Year')\n",
" plt.xlabel('Funding Year')\n",
" plt.ylabel('Funding ($ Millions)')\n",
" plt.xticks(rotation=45)\n",
" \n",
" # 2. GHG reductions by year\n",
" plt.subplot(2, 2, 2)\n",
" yearly_ghg = df.groupby('funding_year')[ghg_col].sum() / 1_000\n",
" \n",
" # Add CARB and EV breakdowns if available\n",
" if carb_df is not None:\n",
" carb_yearly_ghg = carb_df.groupby('funding_year')[ghg_col].sum() / 1_000\n",
" non_carb_yearly_ghg = yearly_ghg - carb_yearly_ghg\n",
" \n",
" if ev_df is not None:\n",
" ev_yearly_ghg = ev_df.groupby('funding_year')[ghg_col].sum() / 1_000\n",
" carb_non_ev_yearly_ghg = carb_yearly_ghg - ev_yearly_ghg\n",
" \n",
" # Plot stacked bar chart\n",
" years = sorted(yearly_ghg.index)\n",
" bottom = np.zeros(len(years))\n",
" \n",
" plt.bar(years, non_carb_yearly_ghg.reindex(years, fill_value=0), label='Non-CARB', bottom=bottom)\n",
" bottom += non_carb_yearly_ghg.reindex(years, fill_value=0)\n",
" \n",
" plt.bar(years, carb_non_ev_yearly_ghg.reindex(years, fill_value=0), label='CARB (non-EV)', bottom=bottom)\n",
" bottom += carb_non_ev_yearly_ghg.reindex(years, fill_value=0)\n",
" \n",
" plt.bar(years, ev_yearly_ghg.reindex(years, fill_value=0), label='CARB (EV Projects)', bottom=bottom)\n",
" \n",
" plt.legend()\n",
" else:\n",
" # Plot CARB vs non-CARB\n",
" years = sorted(yearly_ghg.index)\n",
" plt.bar(years, non_carb_yearly_ghg.reindex(years, fill_value=0), label='Non-CARB')\n",
" plt.bar(years, carb_yearly_ghg.reindex(years, fill_value=0), label='CARB', bottom=non_carb_yearly_ghg.reindex(years, fill_value=0))\n",
" plt.legend()\n",
" else:\n",
" # Simple yearly plot\n",
" yearly_ghg.plot(kind='bar')\n",
" \n",
" plt.title('GHG Reductions by Year')\n",
" plt.xlabel('Funding Year')\n",
" plt.ylabel('GHG Reductions (Thousand Tons)')\n",
" plt.xticks(rotation=45)\n",
" \n",
" # 3. Project counts by year\n",
" plt.subplot(2, 2, 3)\n",
" yearly_projects = df.groupby('funding_year').size()\n",
" \n",
" # Add CARB and EV breakdowns if available\n",
" if carb_df is not None:\n",
" carb_yearly_projects = carb_df.groupby('funding_year').size()\n",
" non_carb_yearly_projects = yearly_projects - carb_yearly_projects\n",
" \n",
" if ev_df is not None:\n",
" ev_yearly_projects = ev_df.groupby('funding_year').size()\n",
" carb_non_ev_yearly_projects = carb_yearly_projects - ev_yearly_projects\n",
" \n",
" # Plot stacked bar chart\n",
" years = sorted(yearly_projects.index)\n",
" bottom = np.zeros(len(years))\n",
" \n",
" plt.bar(years, non_carb_yearly_projects.reindex(years, fill_value=0), label='Non-CARB', bottom=bottom)\n",
" bottom += non_carb_yearly_projects.reindex(years, fill_value=0)\n",
" \n",
" plt.bar(years, carb_non_ev_yearly_projects.reindex(years, fill_value=0), label='CARB (non-EV)', bottom=bottom)\n",
" bottom += carb_non_ev_yearly_projects.reindex(years, fill_value=0)\n",
" \n",
" plt.bar(years, ev_yearly_projects.reindex(years, fill_value=0), label='CARB (EV Projects)', bottom=bottom)\n",
" \n",
" plt.legend()\n",
" else:\n",
" # Plot CARB vs non-CARB\n",
" years = sorted(yearly_projects.index)\n",
" plt.bar(years, non_carb_yearly_projects.reindex(years, fill_value=0), label='Non-CARB')\n",
" plt.bar(years, carb_yearly_projects.reindex(years, fill_value=0), label='CARB', bottom=non_carb_yearly_projects.reindex(years, fill_value=0))\n",
" plt.legend()\n",
" else:\n",
" # Simple yearly plot\n",
" yearly_projects.plot(kind='bar')\n",
" \n",
" plt.title('Number of Projects by Year')\n",
" plt.xlabel('Funding Year')\n",
" plt.ylabel('Number of Projects')\n",
" plt.xticks(rotation=45)\n",
" \n",
" # 4. DAC benefit percentage by year\n",
" plt.subplot(2, 2, 4)\n",
" if dac_col:\n",
" yearly_dac = df.groupby('funding_year')[dac_col].mean()\n",
" \n",
" # Compare CARB vs non-CARB if available\n",
" if carb_df is not None:\n",
" carb_yearly_dac = carb_df.groupby('funding_year')[dac_col].mean()\n",
" non_carb_yearly_dac = self.data['non_carb_projects'].groupby('funding_year')[dac_col].mean()\n",
" \n",
" # Plot lines\n",
" years = sorted(yearly_dac.index)\n",
" plt.plot(years, yearly_dac.reindex(years), 'k-', label='Overall', linewidth=2)\n",
" plt.plot(years, carb_yearly_dac.reindex(years), 'b-', label='CARB', linewidth=1.5)\n",
" plt.plot(years, non_carb_yearly_dac.reindex(years), 'r-', label='Non-CARB', linewidth=1.5)\n",
" \n",
" if ev_df is not None and not ev_df.empty:\n",
" ev_yearly_dac = ev_df.groupby('funding_year')[dac_col].mean()\n",
" plt.plot(years, ev_yearly_dac.reindex(years), 'g-', label='EV Projects', linewidth=1.5)\n",
" \n",
" plt.legend()\n",
" else:\n",
" yearly_dac.plot(kind='line', marker='o')\n",
" \n",
" plt.title('DAC Benefit Percentage by Year')\n",
" plt.xlabel('Funding Year')\n",
" plt.ylabel('Average DAC Benefit (%)')\n",
" plt.grid(True, linestyle='--', alpha=0.7)\n",
" plt.xticks(rotation=45)\n",
" \n",
" plt.tight_layout()\n",
" \n",
" # Save visualization\n",
" output_file = self.output_path / \"temporal_analysis.png\"\n",
" plt.savefig(output_file, dpi=300, bbox_inches='tight')\n",
" logger.info(f\"Temporal analysis visualization saved to {output_file}\")\n",
" plt.show()\n",
" \n",
" def identify_collaboration_patterns(self):\n",
" \"\"\"\n",
" Analyze collaboration patterns in CCI projects to address the research question.\n",
" This examines how inter-agency collaboration affects outcomes.\n",
" \"\"\"\n",
" if 'cci_projects' not in self.data:\n",
" logger.error(\"No data available for analysis\")\n",
" return\n",
" \n",
" df = self.data['cci_projects']\n",
" \n",
" # Check if we can identify collaborative projects\n",
" collab_indicators = []\n",
" \n",
" # Look for program name patterns that might indicate collaboration\n",
" if 'program_name' in df.columns:\n",
" collab_indicators.append('program_name')\n",
" if 'sub_program_name' in df.columns:\n",
" collab_indicators.append('sub_program_name')\n",
" if 'agency_name' in df.columns:\n",
" collab_indicators.append('agency_name')\n",
" \n",
" if not collab_indicators:\n",
" logger.error(\"Could not identify columns for collaboration analysis\")\n",
" return\n",
" \n",
" print(\"\\n--- Collaboration Analysis ---\")\n",
" \n",
" try:\n",
" # Identify unique programs\n",
" if 'program_name' in df.columns:\n",
" unique_programs = df['program_name'].nunique()\n",
" print(f\"Number of unique programs: {unique_programs}\")\n",
" \n",
" # Count agencies per program\n",
" program_agencies = df.groupby('program_name')['agency_name'].nunique().sort_values(ascending=False)\n",
" multi_agency_programs = program_agencies[program_agencies > 1]\n",
" \n",
" print(f\"Programs with multiple agencies: {len(multi_agency_programs)} ({len(multi_agency_programs)/unique_programs*100:.1f}% of programs)\")\n",
" \n",
" if len(multi_agency_programs) > 0:\n",
" print(\"\\nTop multi-agency programs:\")\n",
" for program, count in multi_agency_programs.head(5).items():\n",
" print(f\" {program}: {count} agencies\")\n",
" \n",
" # Analyze outcomes for multi-agency vs single-agency programs\n",
" funding_col = [col for col in df.columns if 'total_program' in col.lower() and 'funding' in col.lower()]\n",
" ghg_col = [col for col in df.columns if 'total_project' in col.lower() and 'ghg' in col.lower()]\n",
" dac_col = [col for col in df.columns if 'dac_benefit_percentage' in col.lower()]\n",
" \n",
" if funding_col and ghg_col:\n",
" funding_col = funding_col[0]\n",
" ghg_col = ghg_col[0]\n",
" \n",
" # Create multi-agency flag\n",
" df['multi_agency_program'] = df['program_name'].map(lambda x: program_agencies[x] > 1 if x in program_agencies else False)\n",
" \n",
" # Group by multi-agency flag\n",
" multi_df = df[df['multi_agency_program']].copy()\n",
" single_df = df[~df['multi_agency_program']].copy()\n",
" \n",
" # Compare outcomes\n",
" print(\"\\nComparison of Multi-agency vs Single-agency Programs:\")\n",
" print(f\"Multi-agency projects: {len(multi_df)} ({len(multi_df)/len(df)*100:.1f}% of total)\")\n",
" print(f\"Single-agency projects: {len(single_df)} ({len(single_df)/len(df)*100:.1f}% of total)\")\n",
" \n",
" multi_funding = multi_df[funding_col].sum()\n",
" single_funding = single_df[funding_col].sum()\n",
" total_funding = df[funding_col].sum()\n",
" \n",
" print(f\"\\nMulti-agency funding: ${multi_funding:,.2f} ({multi_funding/total_funding*100:.1f}% of total)\")\n",
" print(f\"Single-agency funding: ${single_funding:,.2f} ({single_funding/total_funding*100:.1f}% of total)\")\n",
" \n",
" multi_ghg = multi_df[ghg_col].sum()\n",
" single_ghg = single_df[ghg_col].sum()\n",
" total_ghg = df[ghg_col].sum()\n",
" \n",
" print(f\"\\nMulti-agency GHG reductions: {multi_ghg:,.2f} tons ({multi_ghg/total_ghg*100:.1f}% of total)\")\n",
" print(f\"Single-agency GHG reductions: {single_ghg:,.2f} tons ({single_ghg/total_ghg*100:.1f}% of total)\")\n",
" \n",
" # Calculate efficiency\n",
" multi_efficiency = multi_funding / multi_ghg if multi_ghg > 0 else 0\n",
" single_efficiency = single_funding / single_ghg if single_ghg > 0 else 0\n",
" \n",
" print(f\"\\nMulti-agency efficiency: ${multi_efficiency:.2f} per ton CO2e\")\n",
" print(f\"Single-agency efficiency: ${single_efficiency:.2f} per ton CO2e\")\n",
" \n",
" # DAC benefits\n",
" if dac_col:\n",
" dac_col = dac_col[0]\n",
" multi_dac = multi_df[dac_col].mean()\n",
" single_dac = single_df[dac_col].mean()\n",
" \n",
" print(f\"\\nMulti-agency DAC benefit: {multi_dac:.2f}%\")\n",
" print(f\"Single-agency DAC benefit: {single_dac:.2f}%\")\n",
" \n",
" # Create visualization\n",
" plt.figure(figsize=(15, 10))\n",
" \n",
" # 1. Project distribution\n",
" plt.subplot(2, 2, 1)\n",
" project_dist = pd.Series({\n",
" 'Multi-agency Programs': len(multi_df),\n",
" 'Single-agency Programs': len(single_df)\n",
" })\n",
" project_dist.plot(kind='pie', autopct='%1.1f%%', startangle=90)\n",
" plt.title('Distribution of Projects')\n",
" plt.ylabel('')\n",
" \n",
" # 2. Funding distribution\n",
" plt.subplot(2, 2, 2)\n",
" funding_dist = pd.Series({\n",
" 'Multi-agency Programs': multi_funding,\n",
" 'Single-agency Programs': single_funding\n",
" })\n",
" funding_dist.plot(kind='pie', autopct='%1.1f%%', startangle=90)\n",
" plt.title('Distribution of Funding')\n",
" plt.ylabel('')\n",
" \n",
" # 3. GHG reduction distribution\n",
" plt.subplot(2, 2, 3)\n",
" ghg_dist = pd.Series({\n",
" 'Multi-agency Programs': multi_ghg,\n",
" 'Single-agency Programs': single_ghg\n",
" })\n",
" ghg_dist.plot(kind='pie', autopct='%1.1f%%', startangle=90)\n",
" plt.title('Distribution of GHG Reductions')\n",
" plt.ylabel('')\n",
" \n",
" # 4. Efficiency & DAC comparison\n",
" plt.subplot(2, 2, 4)\n",
" metrics = ['Cost Efficiency ($/ton)', 'DAC Benefit (%)']\n",
" multi_values = [multi_efficiency]\n",
" single_values = [single_efficiency]\n",
" \n",
" if dac_col:\n",
" multi_values.append(multi_dac)\n",
" single_values.append(single_dac)\n",
" \n",
" x = np.arange(len(metrics))\n",
" width = 0.35\n",
" \n",
" plt.bar(x - width/2, multi_values, width, label='Multi-agency')\n",
" plt.bar(x + width/2, single_values, width, label='Single-agency')\n",
" \n",
" plt.xlabel('Metric')\n",
" plt.ylabel('Value')\n",
" plt.title('Performance Comparison')\n",
" plt.xticks(x, metrics)\n",
" plt.legend()\n",
" \n",
" plt.tight_layout()\n",
" \n",
" # Save visualization\n",
" output_file = self.output_path / \"collaboration_analysis.png\"\n",
" plt.savefig(output_file, dpi=300, bbox_inches='tight')\n",
" logger.info(f\"Collaboration analysis visualization saved to {output_file}\")\n",
" plt.show()\n",
" \n",
" except Exception as e:\n",
" logger.error(f\"Error in collaboration analysis: {e}\")\n",
"\n",
"# Usage example\n",
"if __name__ == \"__main__\":\n",
" analyzer = CCIDataAnalyzer(data_path=\"data/cci_programs_data_reduced.csv\")\n",
" if analyzer.load_data():\n",
" print(\"Data loaded successfully!\")\n",
" results = analyzer.analyze_data()\n",
" \n",
" # Run agency comparison analysis\n",
" analyzer.plot_agency_comparison()\n",
" \n",
" # Run CARB vs non-CARB analysis\n",
" analyzer.plot_carb_analysis()\n",
" \n",
" # Run temporal analysis\n",
" analyzer.plot_temporal_analysis()\n",
" \n",
" # Run collaboration analysis\n",
" analyzer.identify_collaboration_patterns()\n",
" else:\n",
" print(\"Failed to load data. Check file path and format.\")"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "ace9ca5c",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2025-04-09 21:39:20,363 - cci_analyzer - INFO - Initialized with data path: data/cci_programs_data_reduced.csv\n",
"2025-04-09 21:39:20,369 - cci_analyzer - INFO - Loading data from data/cci_programs_data_reduced.csv\n",
"2025-04-09 21:39:22,269 - cci_analyzer - INFO - Successfully loaded 141950 rows with 166 columns\n",
"2025-04-09 21:39:22,270 - cci_analyzer - INFO - Processing coordinates with special encoding handling\n",
"2025-04-09 21:39:23,150 - cci_analyzer - INFO - Data cleaning and processing complete\n",
"2025-04-09 21:39:23,543 - cci_analyzer - INFO - Created CARB dataset with 121058 projects\n",
"2025-04-09 21:39:23,544 - cci_analyzer - INFO - Created non-CARB dataset with 20892 projects\n",
"2025-04-09 21:39:23,596 - cci_analyzer - INFO - Identified 0 potential EV rebate/voucher projects\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data loaded successfully!\n",
"\n",
"Agencies involved in CCI projects:\n",
" California Air Resources Board: 121058 projects\n",
" California Department of Community Services and Development: 6468 projects\n",
" California Department of Water Resources: 5111 projects\n",
" California Department of Forestry and Fire Protection: 2348 projects\n",
" California Department of Food and Agriculture: 1688 projects\n",
" California Strategic Growth Council: 1280 projects\n",
" California Department of Transportation: 1006 projects\n",
" California Conservation Corps: 766 projects\n",
" California Department of Resources Recycling and Recovery: 732 projects\n",
" California State Transportation Agency: 245 projects\n",
"\n",
"Total CCI funding: $97,024,735,739.43\n",
"Average project funding: $690,547.85\n",
"\n",
"Total GHG reductions: 2,423,846,332.49 tons\n",
"Average GHG reduction per project: 17,222.89 tons\n",
"\n",
"Average DAC benefit percentage: 119251.01%\n",
"\n",
"--- CARB vs. Non-CARB Analysis ---\n",
"CARB projects: 121058 (85.3% of total)\n",
"Non-CARB projects: 20892 (14.7% of total)\n",
"\n",
"CARB funding: $5,039,286,678.00 (5.2% of total)\n",
"Non-CARB funding: $91,985,449,061.43 (94.8% of total)\n",
"Average CARB project: $41,673.17\n",
"Average non-CARB project: $4,697,928.96\n",
"\n",
"CARB GHG reductions: 71,453,480.00 tons (2.9% of total)\n",
"Non-CARB GHG reductions: 2,352,392,852.49 tons (97.1% of total)\n",
"\n",
"CARB efficiency: $70.53 per ton CO2e\n",
"Non-CARB efficiency: $39.10 per ton CO2e\n",
"\n",
"--- Electric Vehicle Projects Analysis ---\n",
"EV projects: 0 (0.0% of CARB projects)\n",
"EV funding: $0.00 (0.0% of CARB funding)\n",
"Average EV project: $nan\n",
"EV GHG reductions: 0.00 tons (0.0% of CARB reductions)\n",
"EV efficiency: $0.00 per ton CO2e\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2025-04-09 21:39:24,757 - cci_analyzer - INFO - Agency comparison visualization saved to output/agency_comparison.png\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x1200 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2025-04-09 21:39:25,743 - cci_analyzer - INFO - CARB analysis visualization saved to output/carb_analysis.png\n"
]
},
{
"data": {
"image/png": 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np6elcI2Pj9fUqVM1ZMgQo+MCyAEvv/yyzGazpk+fbnme3zyDNTk5WYcPH9Yff/yhjh07ytHRkRIIuA+HDh1S+fLl1aNHDz3yyCN68sknFRAQkO2cOXPmaOjQoWrfvr169+6tEiVKGJQWDwOfCwAAAADsVL58+dS9e3cNGzZMDg4OioiIsCwpYDKZdOnSJdWuXVvLly83OCmAB5WVlaX09HT9+uuvcnR0tIybzWY5ODhYNsqSpCpVqqhTp05ydHRUZmYmhStwH06cOCEXFxfFx8frp59+UuXKlTV//nzt2rXLck63bt00fPhwLV26VB9++KGOHz9uYGLkNEpXAAAAwA7d2H08MDBQL7zwgt544w1NnDhR77//viQpMTFRtWvXVrFixbRt2zZJ18sZALbhxhqSNzg4OMjZ2VnNmzfXd999p19++UUmk8myhMjJkyf16aefWnZUv+HmghbA3YuMjFTXrl3VrFkzzZ07V927d9c333yj559/Xu+++662b98uSXrhhRc0ZMgQbdq0SR4eHganRk5ieQEAAADAztz8UeIVK1aoSpUq8vDw0IwZMzRq1Ci98sorWr16tfLly6c1a9bcch8A1u3m5+v27dt14cIF+fv7q2LFirpw4YJ69OghZ2dnjRgxQjVr1lRMTIxeeuklxcfHa8OGDRStQA4ZNGiQfvzxR+3YsUOSdO3aNdWsWVNHjhxR9erV5ePjozfeeEN169ZVUlKSvL29DU6MnETpCgAAAORhf98M6+YyZvTo0Zo6dapWrlypiIgIXbx4UbNnz9abb76pJk2aaNWqVbfcB4DtePPNN/Xtt98qLS1NRYsW1dWrV/XDDz9o27Zt+uyzz7Ry5UqFhobKwcFB7u7u2rZtm5ydnXnOA/chLS1NDg4OysjIkJubm2UsMjJSr7zyinr06KFu3brpp59+0pw5c3T58mWNHDlScXFx2r59u/Lnz2/wI0BOo3QFAAAA8qjMzEzLjLW/l6/vvPOOxo0bpyVLlqhx48aW8ZiYGP32229q0qSJJApXwFZ9+umnGjFihL755htFRUVp+PDhGj58uFavXq3GjRsrJiZGv/76q44ePaqgoCC1adOGTbOA+3T48GFNnjxZSUlJat68udq0aSPp+mvo4MGDlZycrLi4OG3evFnffPONatSoYblvbGysgoKCjIqOh4jSFQAAAMiDbi5L33jjDcXGxspkMmnMmDHKnz+/PvvsMxUuXFgtWrS4q2sAsF67d+9W1apVLbczMjL00ksvqXz58oqOjtby5cv17LPPavz48erRo4dSUlKUmZkpLy+vbNe5+Y0aAHdn3759atKkidq3b69y5cqpe/fu2d642L9/v2rUqCEPDw9t375d4eHhkv73fPv7m6LIO3j7CgAAAMhjbi5LO3XqpK1bt6phw4Zav369IiMjtXDhQr388sv/eh0KV8D6DRs2TAcOHNCiRYskSSaTSU5OTkpMTJSvr69WrFihZ599VmPGjFGPHj2UmZmp//znP3JxcdFzzz2X7XlO4Qrcm+PHj6t58+bq3LmzPvroI8v4jSI1KytL5cuX14ABA/THH38oX758lnNuPN8oXPMu/hUFAAAA5DE3SpSTJ0/KwcFBmzdv1owZM3TgwAEVLVpUbdu2teyaDMC2tW3bVv/9739lMpl06tQpSddn0BUsWFATJkywlEE9e/aUJMXFxWnJkiW6dOkSb6wAD+irr75SxYoV9frrr+vmD5LfKFJvPMeqV6+uHTt26PDhw4bkhDH4CQsAAADkQUOGDFHp0qV16NAhyy9/zs7OWrt2rUqUKKFnn33WspsyANtVqVIlOTk5aenSpapTp47Wrl0rR0dHvfvuu8rIyFBAQIAef/xxJSYm6ty5c+rWrZsSEhLUp08fo6MDNm/Dhg1ydHRUgQIFbpmxmpWVJUlKSUlRmzZtVLJkSb311luSJFb6tA+UrgAAAEAe1LNnT0VGRurAgQM6f/68pOu/5Dk4OGjt2rUKCwtT/fr1dezYMYOTAsgJ+fLlU2RkpAYOHKg1a9YoX758+vrrr5Wenq6WLVsqIiJC7dq104ULF7Rx40Y5OTkpMzPT6NiATTKbzUpLS1N6err8/f0lSenp6dnOuTHLdeTIkVq5cqVee+01TZ06VRJLCtgLNtICAAAAbNydNr85d+6cGjduLGdnZ3399dcqWrRotnXmPvzwQw0ePNiAxAAexJ02uduyZYsmTZqkP/74Q+PGjVOjRo2UnJysFStW6NKlSypatKgaN24sR0dHZWRkZNvsB8C9e/fdd/XBBx9o165dqlixomUG641S9dy5c3rxxRc1ZMgQRUVFGRkVBqB0BQAAAGzYzYXrV199pTNnzigiIkKhoaEqVaqUzp07p4YNG8rDw0NLlizJVrzecKcCB4D1ufn5unHjRqWmpio9PV3NmzeXJG3fvl3jxo3TgQMH9PHHH6tx48a3XONOb9QAuDdbt25V165d5e/vr+nTp6tixYrZjr/77rtatWqVli1bpoIFCxqUEkahdAUAAABs1M3laevWrfXbb7/Jw8NDcXFxKlOmjHr37q2nn35a586dU5MmTeTi4qJFixapePHiBicH8KAGDhyohQsXSrq+ZmS5cuU0a9YshYeHa+vWrfrkk0/0xx9/aMKECWrQoIEk3fKGC4AHN3nyZI0ePVpubm766KOPVL58eZ06dUqLFy/WggULtGHDBlWqVMnomDAAb2cDAAAANupGefLBBx/owIED+uGHH7R//34tXbpUxYsX15gxY7Rq1SoVLFhQq1ev1unTpzV37lxjQwN4YNOnT9ecOXP09ddfa/369dqwYYMuXrxoWbM1KipKffr0Ubly5RQdHa1NmzZJYh1JIKfcWA85MTFRvXr10rhx4xQSEqK2bduqatWq6t27tw4cOKBNmzZRuNoxZroCAAAANq5Tp05yc3PTrFmzLGO7du3S4MGDVaZMGU2cOFGSdPnyZfn5+RmUEsD9+vsSIH369FFSUpI+//xzy+zVK1euqEKFCqpRo4ZlBuy2bds0fvx4JScna86cOSpQoIBRDwHIM24sz3Hy5ElVr15dI0eO1IsvvqgrV65o7969iouLU4kSJVSwYEHLJluwT8x0BQAAAGzUjfkTfn5+io+PV2pqquVYtWrV1KBBA82fP1+XL1+2nCddL3AA2Aaz2WwpXL/66itJUmxsrE6fPi3p+uzV1NRUeXp6atiwYdq3b5/OnTsnSYqMjFSLFi109uxZZWRkGPMAABt243X25vmKjo6OOnXqlGrXrq127dqpW7dukiRPT09FRUWpZcuWKleuHIUrKF0BAAAAW3Hj44w33PiocKVKlfT9999r1apV2QrVokWLKiIi4paPFLNpFmAbbl6DdeTIkXr++ef1119/qWvXrjp06JBmzJghSXJ1dZUkubi4yNnZ2XJbkuLj43X48GE5Ozvn/gMAbNiN59/GjRv13nvvacyYMTp58qQkaeXKlerQoYOmTJkiJycng5PCWvF/BgAAAGADsrKyLLuNjx8/XhkZGfL19dVLL72kl156STt37lSnTp00btw4RUREyN/fXyNGjFCtWrXk6+trcHoA9+rmwnXHjh06deqUVqxYoSJFishkMunJJ5/UnDlzdO3aNfXu3Vvnzp3Tl19+qbCwsGwz7Jo2baqGDRsqf/78Rj0UwCaZTCatXLlSTz75pBo1aqSffvpJy5cv15tvvqmePXtKyj4DFvg71nQFAAAArNzN6zk++eST2rt3rwICAnTx4kVVrFhRy5cvlyRFR0fr22+/VVxcnAoVKqSyZctqyZIlkti1HLBVS5Ys0YgRI3Tt2jWtWrVKxYsXlyT98ccfmjVrlubOnSsnJyf5+/vL09NT27Ztk7Ozs7KysmQymXjeA/foxutlbGysBg0apNq1a6tHjx66ePGinnnmGV29elX9+vXT008/LZPJdMuay8ANlK4AAACAlfp7UXr69Gn169dPc+bMUWZmpnbs2KHu3burQoUK+v777yVJ+/fvV2pqqjIyMlSzZk1Jt27CA8B6/fLLL/r999/l5OSk+vXr68qVK3rttde0du1aTZ8+XV26dLGcm5SUpEuXLmnDhg0qUKCAGjVqJEdHR2VkZPCRZ+ABbNmyRSNHjlRiYqI++eQTVa1aVZJ0/vx5Pf/887py5Yr69euntm3b8vqKO6J0BQAAAKzMlStXdOHCBYWFhVnGoqOjtXLlSlWpUkVffPGFnJ2dlZGRofXr1+v5559XxYoVtWbNmluuxQxXwHbMnj1bQ4cOlbu7u86dO6fSpUtr/vz5cnNzU9++fRUbG6u33npLrVq1kqTblqs3dlYHcP+OHj2qFi1a6NChQ5o9e3a2Nzvi4uLUtWtXnTx5UiNGjFDr1q0NTAprRh0PAAAAWJlPP/1UL7zwgmXjrNTUVJUqVUpmsznbhjhOTk567LHHNG/ePO3bt081atS45VoUroBtmDFjhl555RV99NFH2rp1q2bOnKn09HQNGjRIYWFhGjx4sEJCQjRhwgR98803kq7/DPj7PCoKV+DBlShRQqtWrVLFihU1d+5c/fTTT5ZjgYGBmj17tsqUKaMqVaoYFxJWj9IVAAAAsDKRkZHy8PCwlK6urq7q1KmT3n77bR05ckTdu3e3nOvk5KRHH31Un332maKiooyKDOAB/PDDD3r55Zc1ZswYderUSfnz59czzzyjRx99VPv371dKSopq1aqlgQMHKjAwUBMnTtSCBQsk8cYK8KBuvHFx8OBBrV27Vjt37tRff/2lsLAwLVy4UBcvXtSoUaOyFa8FChTQwoULs30iBfg7SlcAAADAytSsWVN//PGHhgwZYhnz9vZWmzZtNHHiRK1atUo9evSwHHNyctITTzyhiRMnSmI3ZcDWnDlzRpUrV9auXbt08OBBy3hAQIA8PT115coVSdffkHn99deVlZWlzZs3GxUXyDNuLMGzZMkSNWzYUC+++KLatWunRo0aaePGjSpVqpS++uornTt3TmPGjLGsny6JtVzxr1jTFQAAALAiNza9WrBggSZNmqS3335bzZo1sxxPTk7W0qVLNXjwYDVv3lwzZswwMC2AnDJ37lzNmTNHQUFBmjNnjrZv366mTZtqyZIlatmyZbYN8X7//XeVLVuW0gd4ADfWRN6xY4caNWqkMWPGqEWLFjpy5Ihmzpypr776St9//73q1q2rI0eOqEGDBqpRo4bmzZsnDw8Po+PDBrCdIQAAAGBFbpQo1apVk6+vr+bNm6fg4GDLunFeXl5q27atJKlr166KjIzUCy+8YFheAA/mRpnatWtXmc1mffHFF2rcuLF2796tOXPmZCtcb8zKi4iIyHZfAHfv5MmTCg0NlZOTkzIzM7Vv3z5Vr15dL774ohwcHFS4cGGVLl1aWVlZ6t+/v1auXKnw8HBt3LhRWVlZFK64a/x0BgAAAKxQyZIl9frrr2vXrl2aOHGitm7dajnm6empVq1aaePGjRSugA26sV6zdP2NlqysLElSt27d1KVLF6WmpioiIkJ16tTJdr+/r99K4Qrcm9TUVHXs2FHFixeX2WyWo6OjEhMTtWfPHiUmJkq6vuRAcHCwnn32WcXFxenSpUuSpLCwMBUvXtzI+LAx/IQGAAAArFSDBg00YcIE7d27VyNHjtTUqVMtx3x8fFSrVi1JshQ2AKzf0qVL9c0330j6X/l6c/HatWtX9e3bV15eXnrzzTd19OhRyyxXAA/GxcVFY8aMkZeXl6pWrSqz2aynnnpKBQsW1Jw5c3T58mXLmxslS5aUs7OzkpKSDE4NW0XpCgAAAOSiOxUnGRkZtz2vWbNmmjZtmsqWLasPP/xQbdq00dy5cxUfH2+Z5cZsN8B2TJ8+XcOGDZMkOTo6WsZvLl67dOmiLl266Pz58+rZs6fOnDlzyyxXAPfOZDKpVq1amjFjhlJSUlSzZk0VL15crVu31pw5czRjxgzFxsYqOTlZs2fPloODg8LCwoyODRvFRloAAABALrmxHqMkLVq0SCdPnlRSUpLeffddS+FypwI1JSVF58+f18iRI3X16lUVLFhQ77//vlxcXHLzIQB4QCtXrtSrr76qSZMmqUmTJtl+LkjZ12mdPHmyDhw4oIkTJ/LmCnCfYmJidOLECUVGRlrG0tPT9euvv6pjx44KCQnRhg0bNGzYMH399dc6cuSIKleurKNHj2rNmjWWNdWBe0XpCgAAAOSCm4uVgQMHavHixQoLC9OxY8cUGhqqTZs2yWQy3VLA/P3+N/5MTk6Wl5dXbj8MAA8oKSlJNWvWVFRUlGbNmnXbc24uXm8859k0C7h3p0+fVpUqVRQfH6/69esrKipKjRo1UvXq1eXj46NffvlFL7zwgnx8fLR582bFxMRo5cqV8vf3V9WqVVW0aFGjHwJsGKUrAAAAkIsGDBiguXPnat26dQoPD9fmzZsVHR2tLVu2KF++fEbHA/AQZGZmytHRURkZGXJyctLChQvVr18/LVq0SPXr17/tfW5+A+ZOb8YA+GcnT55Uq1atlJKSIm9vb0VERGjhwoUqU6aMKlSooBYtWshkMmnw4MEqXry41qxZw3MNOYa3yQAAAIBc8sEHH+iTTz7Rpk2bVLVqVfn4+KhEiRK6du2aBg0apAYNGujLL79UXFyc0VEB5IBt27bp0qVLlrVbnZycJElVqlRRoUKFtHnzZkn/21DrZjcXP5RAwP0pWrSoFi9erHLlyqlw4cLq1auXDh48qDfffFPHjh3T2LFj1bVrV3l4eGjt2rVq06aNpDuvvw7cC0pXAAAAIBckJydr3bp1qlq1qg4ePGgZ79Chg/z9/eXn5ydnZ2d17dpVy5cvNzApgJzw559/6plnnlHx4sU1evRobdmyxXKsVKlSatmypT7++GPFxMRk21ALQM4KDw/XqFGjdO3aNQ0dOlSxsbHq2LGjNm/erDVr1mjatGlq2bKlKleubNnkjjc6kBNYXgAAAAB4yG58NPjEiRN69dVXdeXKFT333HOaNGmSgoKC9OWXX8rX11eSVL9+fSUlJWnbtm1skgXYqHXr1qlKlSo6f/685s2bpxUrVujEiRPq2LGjnnjiCbVs2VLnz59XixYt1L59e7322muSKHqAh+nw4cPq27evJGnw4MG3LO1xY/kPIKcw0xUAAADIYX+f13CjSAkLC9OECRPk5uam1157TampqVq4cKF8fX2VmpoqSapcuTIbdwA2bPr06Xr88cd17NgxlSlTRh988IEWLVqkzz77TBs3btTAgQNVr1497d27Vx4eHtqwYYNMJhOFK/CQlSxZUpMmTZLJZNKoUaP0888/ZztO4YqcxkxXAAAAIAfdvOHN8uXLFRMToytXrujVV1+1nHP69Gn17dtXly5dUs+ePfXMM89IkuLi4tSgQQM99dRTeu+994yID+ABTJ8+XX369NGiRYvUqlWrW45fuHBBO3fu1JgxY3Tx4kUlJCTo1KlTWrJkiVq3bp37gQE7dPjwYUVHRysuLk7jx49XZGSk0ZGQR1G6AgAAADnk5sJ10KBBWrRokby9vXX48GHVrl1bP/zwg+XckydPqk+fPkpOTlbv3r31+OOPq06dOgoNDdWKFStuuR4A63ajcF2wYIFlMx5JmjNnjrp163bL+d9++6127dqlH3/8UevXr2eWHZCL/vzzTw0dOlRjx45VaGio0XGQR1G6AgAAADns1Vdf1bx587R69WoVKlRIy5YtU9++fTVu3Di9+uqryszMlKOjo06cOKH+/fvr0qVL2rdvnx555BGtWbNGkpSVlSUHB1YDA2zB2rVr1bhxY33zzTdq2bKlZbxdu3b6888/tXnzZvn5+UmS5fn/d6wnCeSutLQ01k7HQ8W/4gAAAIAcNG3aNE2cOFG7d+9WjRo1VLhwYVWtWlWurq5KSkqSJEvhEhYWpvHjx0uSWrZsSeEK2KCMjAw5OjoqX758mjdvnmW8bdu2OnjwoFasWGEpXCXdtnCVWE8SyG0UrnjYmOkKAAAA5JC0tDTNmjVL77zzjjp27KiJEydKkqpXr66DBw+qQoUKCgsLU3p6uvr27auwsDCFhobq8uXLllKGwhWwDT169NDbb7+tsLAwZWVlacuWLXr66adVu3ZtOTo66uDBg/r6669VvHjxbEuFnDx5ks3yAMAO8FYaAAAAkENcXFzUuXNneXp6auDAgbp69ap+//13BQcHa/bs2XJ2dtapU6c0duxYRUdHa/fu3VqxYoWaNWsm6foarhSugG2Ii4vTtm3bFBYWJgcHB9WtW1eLFi3Syy+/rIMHD+rUqVMqUqRItmUD6tSpo2LFimWbEQsAyJuY6QoAAADch79vcpWVlSWTySSTyaTk5GR99dVXGjFihBISEnTx4sVb7n/kyBHt3r1b7du3z83YAHJInz599Ndff2nZsmWWsaysLG3evFnPPvusqlevbjmWmZmpp556SkeOHNHevXv5WDMA2AHeRgcAAADuw43C9c8//1R8fHy2GapeXl5q06aNhg0bJhcXF/Xs2dNyLDU1VZIUHh5uKVyzsrJyMTmAnPDWW2/p119/1dSpUy1jN2a8zp8/X9u3b1fr1q0lSa1bt9bhw4e1b98+ubi4KCMjw6jYAIBcQukKAAAA3Kdx48YpMjJSzZs319KlS3XmzBnLMR8fH7Vu3VqjRo3SsmXLLMWrq6vrLSUrSwoAtsVsNit//vzq2LGjVqxYoc2bN1uOmUwm1atXTwsXLtQvv/wiBwcHHTp0SPv375ezs3O25QYAAHkXP+kBAACA+5CRkaGLFy+qbt26at++vYYNG6bw8HCVKlVKgwcPlqenp3x9fdW6dWuZTCa98cYbio+P16JFiyhZARtnMpnk7Oysp59+WuvXr9fMmTPl7e2tSpUqWc6pV6+e5syZo//+97/67LPPKFwBwM6wpisAAABwnw4cOKC6devqp59+UkBAgLZs2aJx48bJZDKpSpUqGjBggMLDwyVJU6ZM0e+//67JkycbnBpATlqzZo369OmjmjVrqlOnTpaN8SQpPT1dzs7OkkThCgB2htIVAAAAuA83CpQhQ4boypUr+vDDD+Xq6qpDhw6pTJkyKl26tM6dO6eOHTuqXr16evbZZy33/fsmXACsX1ZW1h1nqa9du1Zjx45VQkKCHnvsMQ0fPlxms9lSuAIA7A+fawIAAAD+wc1zFJKSknT+/HlJssxYq1y5spYsWSIHBwfFxcWpXr16ev7553XgwAGNGzdOJ0+e1Nq1a7Ndk8IVsA2XLl3S5cuXJV1fe/nvG2Dd+PnQqFEjTZw4US+++KIWLFigJk2aqEePHjp79mxuRwYAWAlmugIAAAB3cPOM1IkTJ2rLli367bfftGbNGoWGhlqOdejQQZcuXdKvv/6qZs2aadq0afLw8JAkXbx4Ufny5TPsMQC4PwsXLtSUKVOUmJio/Pnza/Xq1Xe1HnNGRoZWr16tM2fOqGTJkmrQoEEupAUAWBtKVwAAAOBfvPHGG1q6dKk++OADFS5cWHXq1JH0v48bL1iwQC+88IJefPFFjRkzxjIL9uYZrSwpANiOzz77TAMGDNA777wjJycnzZw5U3Xr1tX06dMl3fn5nJmZKUdHx9yOCwCwQqziDQAAAPyDKVOmaN68eVq6dKmioqKyHbsx661ly5YKDQ3NtmnO31G4ArZhzpw56t27t7755hs98cQTkqS//vpLrq6uOnbsmAICAuTh4SEXF5db7kvhCgC4gTVdAQAAgNswm81KS0vTqlWr9NJLL91SuN6QmZkpT09Pvfvuu/rxxx+1ffv2XE4KIKf8/PPP6tGjh3r27GkpXCVp165dmjdvniIjIxUeHq6xY8cqMTHRwKQAAGtH6QoAAADchslkUnx8vDZu3KgKFSpIyr6p1g2Ojo6Kj49Xo0aNdPz4cR09ejS3owLIISEhIWrYsKGOHDmixYsXS7q+ZnNsbKw+//xzbdq0SW3bttV7772nQ4cOGZwWAGDNKF0BAACAO/D29pa7u7sOHjwo6fZLBBw6dEh169aVp6enli9frmeffTa3YwLIAWazWSEhIZoxY4acnZ01ffp0Va9eXQcOHNBPP/2kRo0aqXTp0vroo4/k4OCgbdu2GR0ZAGDFKF0BAACAfxAaGqqVK1fqyJEjlrGsrCzL32NjYxUeHq7k5GQ9/vjjtxwHYN2uXr2qq1evWt5UKVq0qCZNmiRPT08dP35c3bt3V8GCBS3nx8XFKSQkRCEhIUZFBgDYAEpXAAAA4A48PT314YcfaseOHXr//fd17NgxSf/bQOvMmTMaOHCgihcvrsDAQMv9bhwHYN2WLFmidu3aqW7duurcubNlCZGwsDBNmjRJtWvX1vLlyzVv3jzLfV599VUFBgaqRYsWRsUGANgAk/l2C1MBAAAAsJg6dar69++vunXrqlWrVoqMjNQvv/yiKVOmqHjx4vr2228lXf948u2WIABgfT777DMNHDhQffv2VVJSkmbOnKmmTZtq6dKllnNOnDihvn37KiUlRd27d9f8+fN16NAh/f7773J2dlZmZqYcHR0NfBQAAGtF6QoAAAD8C7PZrO+//14DBgzQmTNnlJSUpKioKEVGRmrs2LGSri8pwAxXwDbMnj1bvXr10tdff63mzZsrPT1dnTt31tq1a7V161aVKlXKcu7x48f16quvauXKlSpTpox2794tZ2dnZWRkyMnJycBHAQCwZpSuAAAAwF26dOmSrl27posXLyo0NFQ+Pj6SKFwBW3LixAnVrl1bYWFh2rJli2W8bt262r59u5YuXSp/f3/Vrl3bMnv9+PHjmjFjhkaMGCEnJycKVwDAv6J0BQAAAB4ASwoAtiUhIUGLFi3S8OHD1apVK3366afq0KGDtmzZojZt2iguLk6//fabHB0d1bBhQ0VGRqpDhw6W+1O4AgDuBqUrAAAAAMCuJCcn66uvvtKbb74pk8mkQoUKadWqVQoKClJWVpauXbumjz76SNu3b9fly5f1888/8+YKAOCeULoCAAAAAPK0G0uA3Lzx1Y3idcSIEapRo4YWLlwoSUpNTZWrq6uk6zPZJclkMjGrHQBwT1h4CgAAAACQZy1btkwTJkzQkSNHLIWrJHl5ealNmzYaNmyYNmzYoJdeekmS5OrqqrS0NEnXy1aTyaSsrCwKVwDAPWGmKwAAAAAgT/rrr79UuXJlRURE6M8//1T//v1VpUoVNWvWzHLO5cuXtWzZMg0ePFhPPfWUpk2bZmBiAEBewUxXAAAAAECe5OXlpXLlyql9+/ZatWqVjh49qv79+6tTp05atWqVrl69Kj8/Pz399NMaPXq0pk+fro8++sjo2ACAPICZrgAAAACAPOfGGqzfffedBgwYoPXr18vX11fp6enq2rWrNm/erOLFi2vEiBGqXLmyChUqpJUrV6pJkybZliEAAOB+MNMVAAAAAJDnmM1mmc1m1ahRQ5UqVdK6devk7e2tgIAAnThxQvXq1VOFChXUv39/VapUSd99952aN28uR0dHZWZmGh0fAGDjnIwOAAAAAABATvjtt9904sQJBQYGqnbt2pKkoKAglS1bVmPHjlXbtm1Vv359+fr6avbs2QoICNDGjRv166+/qmnTppbrMNMVAPCgWF4AAAAAAGDzvvzyS3388ccKDQ1VRESERo4caVli4Nq1a2rWrJk2b96s2rVra9GiRSpQoMAt18jIyJCTE3OTAAAPjlcTAAAAAIBN++KLL9SzZ0/Nnj1bTZs2lZ+fnyTJZDJJkpycnFS1alUdOXJEy5cvl7e3t27MP7pxzo3zAADICazpCgAAAACwWb///rs++ugjTZw4UR07drQUrjdKVbPZLCcnJ/Xv319JSUmaN2+epOtl682FKwAAOYnSFQAAAABgs86cOaOrV6+qXr16unn1vL8XqqGhoerWrZsWL16sc+fO5XZMAICdoXQFAAAAANisXbt2KSkpSaVKlZLJZNLfty0xmUw6cOCAfv31VzVo0ECSFBwcbERUAIAdoXQFAAAAANis8PBwXblyRd9//72kW2e4StLnn3+uqVOnqmXLlvrxxx9lMpmUlZWV21EBAHaE0hUAAAAAYLOqVasmFxcXTZ8+XadOnbKM35jxmpiYqCNHjigiIkKSLLNhHRz4dRgA8PDwKgMAAAAAsFnFixfXtGnT9N1332nw4MH69ddfJV0vV8+ePauOHTsqJiZGvXv3ttyHDbQAAA+byfz3BW8AAAAAALAhmZmZmjNnjl555RUFBQWpfPnyysrKUkJCgrKysrRlyxY5OzsrMzNTjo6ORscFANgBSlcAAAAAQJ6wZ88ezZ49WwcPHlRISIiqVKminj17ytHRURkZGXJycjI6IgDATlC6AgAAAADyNGa4AgByG6UrAAAAACDPMJvNrNkKADAcG2kBAAAAAPIMClcAgDWgdAUAAAAAAACAHETpCgAAAAAAAAA5iNIVAAAAAAAAAHIQpSsAAAAAAAAA5CBKVwAAAAAAAADIQZSuAAAAAAAAAJCDKF0BAAAAAAAAIAdRugIAAAAAAABADqJ0BQAAAAAAAIAcROkKAAAAAAAAADno/wBSBOSDV8kxoAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1500x1200 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2025-04-09 21:39:29,342 - cci_analyzer - INFO - Temporal analysis visualization saved to output/temporal_analysis.png\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x1200 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--- Collaboration Analysis ---\n",
"Number of unique programs: 80\n",
"Programs with multiple agencies: 4 (5.0% of programs)\n",
"\n",
"Top multi-agency programs:\n",
" 07: 2 agencies\n",
" 5: 2 agencies\n",
" 2: 2 agencies\n",
" 28: 2 agencies\n",
"\n",
"Comparison of Multi-agency vs Single-agency Programs:\n",
"Multi-agency projects: 20 (0.0% of total)\n",
"Single-agency projects: 141930 (100.0% of total)\n",
"\n",
"Multi-agency funding: $59,751.00 (0.0% of total)\n",
"Single-agency funding: $97,024,675,988.43 (100.0% of total)\n",
"\n",
"Multi-agency GHG reductions: 331.00 tons (0.0% of total)\n",
"Single-agency GHG reductions: 2,423,846,001.49 tons (100.0% of total)\n",
"\n",
"Multi-agency efficiency: $180.52 per ton CO2e\n",
"Single-agency efficiency: $40.03 per ton CO2e\n",
"\n",
"Multi-agency DAC benefit: 25.31%\n",
"Single-agency DAC benefit: 119278.31%\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2025-04-09 21:39:31,680 - cci_analyzer - INFO - Collaboration analysis visualization saved to output/collaboration_analysis.png\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x1000 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# In your Jupyter notebook\n",
"\n",
"# Import libraries\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from pathlib import Path\n",
"import logging\n",
"\n",
"# Execute the CCIDataAnalyzer class code (either paste it in a cell or import it)\n",
"# [Paste the full CCIDataAnalyzer class code here]\n",
"\n",
"# Create analyzer instance\n",
"analyzer = CCIDataAnalyzer(data_path=\"data/cci_programs_data_reduced.csv\")\n",
"\n",
"# Load data\n",
"if analyzer.load_data():\n",
" print(\"Data loaded successfully!\")\n",
" \n",
" # Run basic analysis\n",
" results = analyzer.analyze_data()\n",
" \n",
" # Generate visualizations\n",
" analyzer.plot_agency_comparison()\n",
" analyzer.plot_carb_analysis()\n",
" analyzer.plot_temporal_analysis()\n",
" analyzer.identify_collaboration_patterns()\n",
"else:\n",
" print(\"Failed to load data. Check file path and format.\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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